Dedupe Rank

Dedupe + Rank

Triggers & routing

• Trigger: dedupe, rank, core set, 去重, 排序, 精选论文, 核心集合.
• Use when: 检索后需要把广覆盖集合收敛成可管理的 core set（用于 taxonomy/outline/mapping）。
• Skip if: 已经有人手工整理了稳定的 papers/core_set.csv（无需再次 churn）。
• Network: none.
• Guardrail: 偏 deterministic；输出应可重复（稳定 paper_id、字段规范）。

Turns a raw candidate pool into a deduped pool and a stable core set.

Input

• papers/papers_raw.jsonl

Outputs

• papers/papers_dedup.jsonl
• papers/core_set.csv

Script boundary

scripts/run.py should own only:

• title/year deduplication
• deterministic ranking
• stable paper_id generation

Use shared domain packs or pipeline contract metadata for topic-specific or product-specific behavior.

Contract-driven behavior

The script should prefer pipeline contract metadata over profile-name branching.

Current important field:

• quality_contract.candidate_pool_policy.keep_full_deduped_pool
• quality_contract.candidate_pool_policy.include_domain_pins
• quality_contract.candidate_pool_policy.minimum_domain_surveys
• quality_contract.candidate_pool_policy.survey_title_bonus

If true, the script keeps the full deduped pool in papers/core_set.csv unless the user explicitly overrides core size. Focused briefing Workflows can disable unconditional domain pins, reserve a smaller survey floor, and remove the generic survey-title bonus without changing broad Survey defaults.

Acceptance

• deduped JSONL exists
• core-set CSV exists
• reruns are stable for the same inputs

Non-goals

• retrieval
• screening
• manual topic authoring inside the script